Graph Theory Courses

Externalities in Theory - Lecture 2

Explore externalities theory through public goods, social insurance, and taxation frameworks with MIT's Prof. Gruber in this comprehensive public finance lecture.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Public Goods Theory, Optimality, and Pricing - Lecture 5

Explore public goods theory, optimality conditions, and pricing mechanisms for commodities provided without profit to all society members.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Graph Neural Networks - Architectures and Message Passing - Lecture 5

Explore graph neural networks, their connections to MLPs and CNNs, message passing algorithms, and theoretical limitations on expressive power with practical implications.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Approximation Theory - Lecture 3

Explore how deep neural networks approximate functions through universal approximation theorems, Barron's theorem, and the role of depth in expressivity.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Generalization Theory - Overparameterization, Double Descent, and Inductive Biases - Lecture 6

Explore overparameterization, double descent, and VC dimension limitations while understanding how inductive biases shape deep learning generalization.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Representation Learning - Theory - Lecture 13

Explore the theoretical foundations of representation learning, examining architectural inductive biases and neural network connections to Gaussian processes.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Music Theory Comprehensive Complete: Part 7, 8, & 9

991 ratings at Udemy

Learn music theory through this music theory course app, music theory exercises, and music theory tutorials.

• Udemy
• 9 hours 31 minutes
• Self-Paced
• Paid Course

Introduction to Genetic Algorithms: Theory and Applications

903 ratings at Udemy

Learn the main mechanisms of Genetic Algorithm as a heursitic Artificial Intalligence search or optimization in Matlab

• Udemy
• 7 hours 6 minutes
• Self-Paced
• Paid Course

Angular 4: From Theory to Practice & FREE E-Book

898 ratings at Udemy

Build the web applications of tomorrow using the new Angular 2 web framework from Google.

• Udemy
• 15 hours 23 minutes
• Self-Paced
• Paid Course

Graphic Design Theory - Typography

889 ratings at Udemy

Make text look professional in all your compositions!

• Udemy
• 2 hours 38 minutes
• Self-Paced
• Paid Course

Music Theory For Beginners

868 ratings at Udemy

Arm yourself with the right foundation to pursue your musical dreams

• Udemy
• 54 minutes
• Self-Paced
• Free Online Course

Theory and application of data science

Gain insights into data science fundamentals through hands-on exploration of data types, visualization, regression, classification, and clustering algorithms, with emphasis on practical applications in humanities and social sciences.

• XuetangX
• Self-Paced
• Free Online Course

RF Microwave & Transmission Line Theory - RAHRF200

795 ratings at Udemy

RF Microwave and transmission line theory with practical examples by calculation and Keysight ADS software-rahsoft

• Udemy
• 7 hours 58 minutes
• Self-Paced
• Paid Course

Robotics & Mechatronics 1: Machine Theory & Production Lines

790 ratings at Udemy

Pure Basic Mechanical Theory of Industrial Production Line | Conveyors, Part Feeders, Linear Guides, Vibration Feeders

• Udemy
• 4 hours 50 minutes
• Self-Paced
• Paid Course

Flight Mechanics - From Theory to Certification of Aircraft

782 ratings at Udemy

Modeling theory, aircraft 6DOF simulation, flight dynamics, flight simulators and aircraft certification

• Udemy
• 10 hours 4 minutes
• Self-Paced
• Paid Course